{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "from PIL import Image\n",
    "import sys\n",
    "import os\n",
    "import urllib\n",
    "import tensorflow as tf\n",
    "import tensorflow.contrib.tensorrt as trt\n",
    "import matplotlib\n",
    "matplotlib.use('Agg')\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "from tf_trt_models.classification import download_classification_checkpoint, build_classification_graph\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "MODEL = 'inception_v1'\n",
    "CHECKPOINT_PATH = 'inception_v1.ckpt'\n",
    "NUM_CLASSES = 1001\n",
    "LABELS_PATH = './data/imagenet_labels_%d.txt' % NUM_CLASSES\n",
    "IMAGE_PATH = './data/dog-yawning.jpg'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Download the checkpoint and sample image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "checkpoint_path = download_classification_checkpoint(MODEL, 'data')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Build the frozen graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:Restoring parameters from data/inception_v1/inception_v1.ckpt\n",
      "INFO:tensorflow:Froze 230 variables.\n",
      "Converted 230 variables to const ops.\n"
     ]
    }
   ],
   "source": [
    "frozen_graph, input_names, output_names = build_classification_graph(\n",
    "    model=MODEL,\n",
    "    checkpoint=checkpoint_path,\n",
    "    num_classes=NUM_CLASSES\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Optimized the graph with TensorRT"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "trt_graph = trt.create_inference_graph(\n",
    "    input_graph_def=frozen_graph,\n",
    "    outputs=output_names,\n",
    "    max_batch_size=1,\n",
    "    max_workspace_size_bytes=1 << 25,\n",
    "    precision_mode='FP16',\n",
    "    minimum_segment_size=50\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Create session and load graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "tf_config = tf.ConfigProto()\n",
    "tf_config.gpu_options.allow_growth = True\n",
    "\n",
    "tf_sess = tf.Session(config=tf_config)\n",
    "\n",
    "tf.import_graph_def(trt_graph, name='')\n",
    "\n",
    "tf_input = tf_sess.graph.get_tensor_by_name(input_names[0] + ':0')\n",
    "tf_output = tf_sess.graph.get_tensor_by_name(output_names[0] + ':0')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Download and preprocess image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f0d34d450>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "image = Image.open(IMAGE_PATH)\n",
    "\n",
    "plt.imshow(image)\n",
    "\n",
    "width = int(tf_input.shape.as_list()[1])\n",
    "height = int(tf_input.shape.as_list()[2])\n",
    "\n",
    "image = np.array(image.resize((width, height)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Execute model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "output = tf_sess.run(tf_output, feed_dict={\n",
    "    tf_input: image[None, ...]\n",
    "})\n",
    "\n",
    "scores = output[0]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Get top 5 labels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(0.368271) golden retriever\r\n",
      "\n",
      "(0.049259) miniature poodle\r\n",
      "\n",
      "(0.043133) toy poodle\r\n",
      "\n",
      "(0.036322) cocker spaniel, English cocker spaniel, cocker\r\n",
      "\n",
      "(0.017258) standard poodle\r\n",
      "\n"
     ]
    }
   ],
   "source": [
    "with open(LABELS_PATH, 'r') as f:\n",
    "    labels = f.readlines()\n",
    "\n",
    "top5_idx = scores.argsort()[::-1][0:5]\n",
    "\n",
    "for i in top5_idx:\n",
    "    print('(%3f) %s' % (scores[i], labels[i]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Close session to release resources"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "tf_sess.close()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
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